Basic Statistics

Raw Counts

Name Value
Rows 188,181
Columns 30
Discrete columns 12
Continuous columns 18
All missing columns 0
Missing observations 79,586
Complete Rows 159,105
Total observations 5,645,430
Memory allocation 34.4 Mb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (by frequency)

## 2 columns ignored with more than 50 categories.
## emp_title: 115190 categories
## earliest_cr_line: 614 categories

QQ Plot

Correlation Analysis

## 4 features with more than 20 categories ignored!
## sub_grade: 35 categories
## emp_title: 98335 categories
## addr_state: 48 categories
## earliest_cr_line: 611 categories

Principal Component Analysis

## 2 features with more than 50 categories ignored!
## emp_title: 98335 categories
## earliest_cr_line: 611 categories